04 · How Models Run

Latency / Throughput

Two competing speed metrics

Latency is the delay for a single request (matters to one waiting user). Throughput is total requests handled per unit time (matters to a company serving millions). Optimizing one often hurts the other — a classic tradeoff.

Concrete example

Batching many users together raises throughput but can make each one wait a little longer.

Why it matters

The core tension in serving AI cheaply versus serving it snappily.